Continuous wavelet transform modulus maxima analysis of the electrocardiogram: Beat characterisation and beat-to-beat measurement

被引:52
作者
Legarreta, IR
Addison, PS
Reed, MJ
Grubb, N
Clegg, GR
Robertson, CE
Watson, JN
机构
[1] Napier Univ, Fac Engn & Comp, Edinburgh EH10 5DT, Midlothian, Scotland
[2] Cardiodigital Ltd, Gladsmuir EH33 1EH, East Lothian, Scotland
[3] Royal Infirm Edinburgh NHS Trust, Dept Accid & Emergency, Edinburgh EH16 4SU, Midlothian, Scotland
[4] Royal Infirm Edinburgh NHS Trust, Dept Cardiol, Edinburgh EH16 4SU, Midlothian, Scotland
关键词
ECC analysis; beat detection; wavelet transform modulus maxima;
D O I
10.1142/S0219691305000774
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
The problem of automatic beat recognition in the ECG is tackled using continuous wavelet transform modulus maxima (CWTMM). Features within a variety of ECG signals can be shown to correspond to various morphologies in the CWTMM domain. This domain has an easy interpretation and offers a useful tool for the automatic characterization of the different components observed in the ECG in health and disease. As an application of this enhanced time-frequency analysis technique for ECG signals, an R-wave detector is developed and tested using patient signals recorded in the Coronary Care Unit of the Royal Infirmary of Edinburgh (attaining a sensitivity of 99.53% and a positive predictive value of 99.73%) and with the MIT/BIH database (attaining a sensitivity of 99.70% and a positive predictive value of 99.68%).
引用
收藏
页码:19 / 42
页数:24
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